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Lee M, Kaul A, Ward JM, Zhu Q, Richards M, Wang Z, González A, Parks CG, Beane Freeman LE, Umbach DM, Motsinger-Reif AA, Knight R, London SJ. House dust metagenome and pulmonary function in a US farming population. MICROBIOME 2024; 12:129. [PMID: 39026261 PMCID: PMC11256371 DOI: 10.1186/s40168-024-01823-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/26/2023] [Accepted: 04/25/2024] [Indexed: 07/20/2024]
Abstract
BACKGROUND Chronic exposure to microorganisms inside homes can impact respiratory health. Few studies have used advanced sequencing methods to examine adult respiratory outcomes, especially continuous measures. We aimed to identify metagenomic profiles in house dust related to the quantitative traits of pulmonary function and airway inflammation in adults. Microbial communities, 1264 species (389 genera), in vacuumed bedroom dust from 779 homes in a US cohort were characterized by whole metagenome shotgun sequencing. We examined two overall microbial diversity measures: richness (the number of individual microbial species) and Shannon index (reflecting both richness and relative abundance). To identify specific differentially abundant genera, we applied the Lasso estimator with high-dimensional inference methods, a novel framework for analyzing microbiome data in relation to continuous traits after accounting for all taxa examined together. RESULTS Pulmonary function measures (forced expiratory volume in one second (FEV1), forced vital capacity (FVC), and FEV1/FVC ratio) were not associated with overall dust microbial diversity. However, many individual microbial genera were differentially abundant (p-value < 0.05 controlling for all other microbial taxa examined) in relation to FEV1, FVC, or FEV1/FVC. Similarly, fractional exhaled nitric oxide (FeNO), a marker of airway inflammation, was unrelated to overall microbial diversity but associated with differential abundance for many individual genera. Several genera, including Limosilactobacillus, were associated with a pulmonary function measure and FeNO, while others, including Moraxella to FEV1/FVC and Stenotrophomonas to FeNO, were associated with a single trait. CONCLUSIONS Using state-of-the-art metagenomic sequencing, we identified specific microorganisms in indoor dust related to pulmonary function and airway inflammation. Some were previously associated with respiratory conditions; others were novel, suggesting specific environmental microbial components contribute to various respiratory outcomes. The methods used are applicable to studying microbiome in relation to other continuous outcomes. Video Abstract.
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Affiliation(s)
- Mikyeong Lee
- Immunity Inflammation and Disease Laboratory, National Institute of Environmental Health Sciences (NIEHS), Durham, NC, 27709, USA.
| | - Abhishek Kaul
- Department of Mathematics and Statistics, Washington State University, Pullman, WA, USA
| | - James M Ward
- Integrative Bioinformatics Support Group, NIEHS, Durham, NC, USA
| | - Qiyun Zhu
- School of Life Sciences, Arizona State University, Tempe, AZ, USA
- Biodesign Center for Fundamental and Applied Microbiomics, Arizona State University, Tempe, AZ, USA
| | | | - Ziyue Wang
- Biostatistics and Computational Biology Branch, NIEHS, Durham, NC, USA
| | - Antonio González
- Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Christine G Parks
- Immunity Inflammation and Disease Laboratory, National Institute of Environmental Health Sciences (NIEHS), Durham, NC, 27709, USA
| | - Laura E Beane Freeman
- Occupational and Environmental Epidemiology Branch, Division of Cancer Epidemiology and Genetics, National Cancer Institute, Rockville, MD, USA
| | - David M Umbach
- Biostatistics and Computational Biology Branch, NIEHS, Durham, NC, USA
| | | | - Rob Knight
- Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
- Center for Microbiome Innovation, University of California San Diego, La Jolla, CA, USA
- Department of Bioengineering, University of California San Diego, La Jolla, CA, USA
- Department of Computer Science and Engineering, University of California San Diego, La Jolla, CA, USA
| | - Stephanie J London
- Immunity Inflammation and Disease Laboratory, National Institute of Environmental Health Sciences (NIEHS), Durham, NC, 27709, USA
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Täubel M, Jalanka J, Kirjavainen PV, Tuoresmäki P, Hyvärinen A, Skevaki C, Piippo-Savolainen E, Pekkanen J, Karvonen AM. Fungi in Early-Life House Dust Samples and the Development of Asthma: A Birth Cohort Study. Ann Am Thorac Soc 2023; 20:1456-1464. [PMID: 37535826 PMCID: PMC10559140 DOI: 10.1513/annalsats.202303-187oc] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2023] [Accepted: 08/03/2023] [Indexed: 08/05/2023] Open
Abstract
Rationale: Fungal exposure has been associated with predisposing and protective effects on the development of childhood asthma. Objectives: To study whether early-life house dust mycobiota composition is associated with the development of asthma. Methods: Mycobiota were determined by amplicon sequencing from 382 dust samples collected from living room floors 2 months after birth in homes of the LUKAS cohort. Asthma status by 10.5 years of age was defined from questionnaires and assigned as ever asthma (n = 68) or current asthma (n = 27). Inhalant atopy was clinically determined at the same age. β-composition was analyzed using PERMANOVA-S, and asthma and atopy analyses were performed using discrete time hazard models and logistic regression, respectively. Results: The house dust mycobiota composition based on Bray-Curtis distance was different in the homes of children who later did or did not develop asthma. The first and the fourth axes scores of principal coordinates analysis based on Bray-Curtis were associated with ever asthma. Of the genera with the strongest correlation with these axes, the relative abundance of Boeremia, Cladosporium, Microdochium, Mycosphaerella, and Pyrenochaetopsis showed protective associations with asthma. None of these associations remained significant after mutual adjustment among the five genera or when mutually adjusted for other microbial cell wall markers and previously identified asthma-protective bacterial indices. Neither fungal α-diversity nor load was associated with asthma in the whole population, but higher fungal richness was a risk factor among children on farms. Higher fungal loads (measured via quantitative polymerase chain reaction) in house dust were associated with the risk of inhalant atopy. Conclusions: The results of our analyses from this well-characterized birth cohort suggest that the early-life house dust mycobiota in Finnish homes, characterized via DNA amplicon sequencing, do not have strong predisposing or protective effects on asthma development.
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Affiliation(s)
- Martin Täubel
- Department of Health Security, Finnish Institute for Health and Welfare, Kuopio, Finland
| | - Jonna Jalanka
- Department of Health Security, Finnish Institute for Health and Welfare, Kuopio, Finland
- Institute of Public Health and Clinical Nutrition, University of Eastern Finland, Kuopio, Finland
| | - Pirkka V. Kirjavainen
- Department of Health Security, Finnish Institute for Health and Welfare, Kuopio, Finland
- Institute of Public Health and Clinical Nutrition, University of Eastern Finland, Kuopio, Finland
| | - Pauli Tuoresmäki
- Department of Health Security, Finnish Institute for Health and Welfare, Kuopio, Finland
| | - Anne Hyvärinen
- Department of Health Security, Finnish Institute for Health and Welfare, Kuopio, Finland
| | - Chrysanthi Skevaki
- Institute of Laboratory Medicine, Philipps University Marburg, Marburg, Germany
- Universities of Giessen and Marburg Lung Center, German Center for Lung Research, Marburg, Germany
| | | | - Juha Pekkanen
- Department of Health Security, Finnish Institute for Health and Welfare, Kuopio, Finland
- Department of Public Health, University of Helsinki, Helsinki, Finland
| | - Anne M. Karvonen
- Department of Health Security, Finnish Institute for Health and Welfare, Kuopio, Finland
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Amin H, Šantl-Temkiv T, Cramer C, Finster K, Real FG, Gislason T, Holm M, Janson C, Jögi NO, Jogi R, Malinovschi A, Marshall IPG, Modig L, Norbäck D, Shigdel R, Sigsgaard T, Svanes C, Thorarinsdottir H, Wouters IM, Schlünssen V, Bertelsen RJ. Indoor Airborne Microbiome and Endotoxin: Meteorological Events and Occupant Characteristics Are Important Determinants. ENVIRONMENTAL SCIENCE & TECHNOLOGY 2023; 57:11750-11766. [PMID: 37523308 PMCID: PMC10433529 DOI: 10.1021/acs.est.3c01616] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/02/2023] [Revised: 07/13/2023] [Accepted: 07/13/2023] [Indexed: 08/02/2023]
Abstract
Airborne bacteria and endotoxin may affect asthma and allergies. However, there is limited understanding of the environmental determinants that influence them. This study investigated the airborne microbiomes in the homes of 1038 participants from five cities in Northern Europe: Aarhus, Bergen, Reykjavik, Tartu, and Uppsala. Airborne dust particles were sampled with electrostatic dust fall collectors (EDCs) from the participants' bedrooms. The dust washed from the EDCs' clothes was used to extract DNA and endotoxin. The DNA extracts were used for quantitative polymerase chain (qPCR) measurement and 16S rRNA gene sequencing, while endotoxin was measured using the kinetic chromogenic limulus amoebocyte lysate (LAL) assay. The results showed that households in Tartu and Aarhus had a higher bacterial load and diversity than those in Bergen and Reykjavik, possibly due to elevated concentrations of outdoor bacterial taxa associated with low precipitation and high wind speeds. Bergen-Tartu had the highest difference (ANOSIM R = 0.203) in β diversity. Multivariate regression models showed that α diversity indices and bacterial and endotoxin loads were positively associated with the occupants' age, number of occupants, cleaning frequency, presence of dogs, and age of the house. Further studies are needed to understand how meteorological factors influence the indoor bacterial community in light of climate change.
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Affiliation(s)
- Hesham Amin
- Department
of Clinical Science, University of Bergen, 5021 Bergen, Norway
| | - Tina Šantl-Temkiv
- Section
for Microbiology, Department of Biology, Aarhus University, 8000 Aarhus, Denmark
| | - Christine Cramer
- Department
of Public Health, Environment, Work and Health, Danish Ramazzini Center, Aarhus University, 8000 Aarhus, Denmark
- Department
of Occupational Medicine, Danish Ramazzini Center, Aarhus University Hospital, 8200 Aarhus, Denmark
| | - Kai Finster
- Section
for Microbiology, Department of Biology, Aarhus University, 8000 Aarhus, Denmark
| | | | | | - Mathias Holm
- Department
of Occupational and Environmental Medicine, University of Gothenburg, 405 30 Gothenburg, Sweden
| | - Christer Janson
- Department
of Medical Sciences: Respiratory, Allergy, Sleep Research, Uppsala University, 751 85 Uppsala, Sweden
- Department
of Medical Sciences: Clinical Physiology, Uppsala University, 751
85 Uppsala, Sweden
| | - Nils Oskar Jögi
- Department
of Clinical Science, University of Bergen, 5021 Bergen, Norway
| | - Rain Jogi
- Tartu
University Hospital, Lung Clinic, 50406 Tartu, Estonia
| | - Andrei Malinovschi
- Department
of Medical Sciences: Clinical Physiology, Uppsala University, 751
85 Uppsala, Sweden
| | - Ian P. G. Marshall
- Section
for Microbiology, Department of Biology, Aarhus University, 8000 Aarhus, Denmark
| | - Lars Modig
- Division
of Occupational and Environmental Medicine, Department of Public Health
and Clinical Medicine, Umeå University, 901 87 Umeå, Sweden
| | - Dan Norbäck
- Department of Medical
Sciences, Occupational and Environmental Medicine, Uppsala University, 751
85 Uppsala, Sweden
| | - Rajesh Shigdel
- Department
of Clinical Science, University of Bergen, 5021 Bergen, Norway
| | - Torben Sigsgaard
- Department
of Public Health, Environment, Work and Health, Danish Ramazzini Center, Aarhus University, 8000 Aarhus, Denmark
| | - Cecilie Svanes
- Department of Occupational Medicine, Haukeland
University Hospital, 5053 Bergen, Norway
- Centre for International Health, University
of Bergen Department of Global Public Health and Primary Care, 5009 Bergen, Norway
| | - Hulda Thorarinsdottir
- Department of Anesthesia
and Intensive Care, Landspitali University
Hospital, 101 Reykjavik, Iceland
| | - Inge M. Wouters
- Institute for Risk Assessment Sciences, Faculty of Veterinary Medicine, Utrecht University, 3584 CS Utrecht, The Netherlands
| | - Vivi Schlünssen
- Department
of Public Health, Environment, Work and Health, Danish Ramazzini Center, Aarhus University, 8000 Aarhus, Denmark
| | - Randi J. Bertelsen
- Department
of Clinical Science, University of Bergen, 5021 Bergen, Norway
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NIOSH Dampness and Mold Assessment Tool (DMAT): Documentation and Data Analysis of Dampness and Mold-Related Damage in Buildings and Its Application. BUILDINGS 2022; 12:1075-1092. [DOI: 10.3390/buildings12081075] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/27/2023]
Abstract
Indoor dampness and mold are prevalent, and the exposure has been associated with various illnesses such as the exacerbation of existing asthma, asthma development, current asthma, ever-diagnosed asthma, bronchitis, respiratory infection, allergic rhinitis, dyspnea, wheezing, cough, upper respiratory symptoms, and eczema. However, assessing exposures or environments in damp and moldy buildings/rooms, especially by collecting and analyzing environmental samples for microbial agents, is complicated. Nonetheless, observational assessment (visual and olfactory inspection) has been demonstrated as an effective method for evaluating indoor dampness and mold. The National Institute for Occupational Safety and Health developed an observational assessment method called the Dampness and Mold Assessment Tool (DMAT). The DMAT uses a semi-quantitative approach to score the level of dampness and mold-related damage (mold odor, water damage/stains, visible mold, and wetness/dampness) by intensity or size for each of the room components (ceiling, walls, windows, floor, furnishings, ventilation system, pipes, and supplies and materials). Total or average room scores and factor-or component-specific scores can be calculated for data analysis. Because the DMAT uses a semi-quantitative scoring method, it better differentiates the level of damage compared to the binary (presence or absence of damage) approach. Thus, our DMAT provides useful information on identifying dampness and mold, tracking and comparing past and present damage by the scores, and prioritizing remediation to avoid potential adverse health effects in occupants. This protocol-type article describes the DMAT and demonstrates how to apply it to effectively manage indoor dampness and mold-related damage.
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Amin H, Šantl-Temkiv T, Cramer C, Vestergaard DV, Holst GJ, Elholm G, Finster K, Bertelsen RJ, Schlünssen V, Sigsgaard T, Marshall IPG. Cow Farmers’ Homes Host More Diverse Airborne Bacterial Communities Than Pig Farmers’ Homes and Suburban Homes. Front Microbiol 2022; 13:883991. [PMID: 35847077 PMCID: PMC9278274 DOI: 10.3389/fmicb.2022.883991] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2022] [Accepted: 05/05/2022] [Indexed: 01/04/2023] Open
Abstract
Living on a farm has been linked to a lower risk of immunoregulatory disorders, such as asthma, allergy, and inflammatory bowel disease. It is hypothesized that a decrease in the diversity and composition of indoor microbial communities is a sensible explanation for the upsurge in immunoregulatory diseases, with airborne bacteria contributing to this protective effect. However, the composition of this potentially beneficial microbial community in various farm and suburban indoor environments is still to be characterized. We collected settled airborne dust from stables and the associated farmers’ homes and from suburban homes using electrostatic dust collectors (EDCs) over a period of 14 days. Then, quantitative PCR (qPCR) was used to assess bacterial abundance. The V3–V4 region of the bacterial 16S rRNA gene was amplified and sequenced using Ilumina MiSeq in order to assess microbial diversity. The Divisive Amplicon Denoising Algorithm (DADA2) algorithm was used for the inference of amplicon sequence variants from amplicon data. Airborne bacteria were significantly more abundant in farmers’ indoor environments than in suburban homes (p < 0.001). Cow farmers’ homes had significantly higher bacterial diversity than pig farmers’ and suburban homes (p < 0.001). Bacterial taxa, such as Firmicutes, Prevotellaceae, Lachnospiraceae, and Lactobacillus were significantly more abundant in farmers’ homes than suburban homes, and the same was true for beneficial intestinal bacterial species, such as Lactobacillus amylovorus, Eubacterium hallii, and Faecalibacterium prausnitzii. Furthermore, we found a higher similarity between bacterial communities in individual farmers’ homes and their associated cow stables than for pig stables. Our findings contribute with important knowledge on bacterial composition, abundance, and diversity in different environments, which is highly valuable in the discussion on how microbial exposure may contribute to the development of immune-mediated diseases in both children and adults.
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Affiliation(s)
- Hesham Amin
- Department of Clinical Science, University of Bergen, Bergen, Norway
- *Correspondence: Hesham Amin,
| | - Tina Šantl-Temkiv
- Section for Microbiology, Department of Biology, Aarhus University, Aarhus, Denmark
| | - Christine Cramer
- Department of Public Health, Environment, Work, and Health, Danish Ramazzini Center, Aarhus University, Aarhus, Denmark
- Department of Occupational Medicine, Danish Ramazzini Center, Aarhus University Hospital, Aarhus, Denmark
| | - Ditte V. Vestergaard
- Section for Microbiology, Department of Biology, Aarhus University, Aarhus, Denmark
- Department of Public Health, Environment, Work, and Health, Danish Ramazzini Center, Aarhus University, Aarhus, Denmark
| | - Gitte J. Holst
- Department of Public Health, Environment, Work, and Health, Danish Ramazzini Center, Aarhus University, Aarhus, Denmark
| | - Grethe Elholm
- Department of Public Health, Environment, Work, and Health, Danish Ramazzini Center, Aarhus University, Aarhus, Denmark
| | - Kai Finster
- Section for Microbiology, Department of Biology, Aarhus University, Aarhus, Denmark
| | | | - Vivi Schlünssen
- Department of Public Health, Environment, Work, and Health, Danish Ramazzini Center, Aarhus University, Aarhus, Denmark
- The National Research Center for the Working Environment, Copenhagen, Denmark
| | - Torben Sigsgaard
- Department of Public Health, Environment, Work, and Health, Danish Ramazzini Center, Aarhus University, Aarhus, Denmark
| | - Ian P. G. Marshall
- Section for Microbiology, Department of Biology, Aarhus University, Aarhus, Denmark
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Hyytiäinen H, Kirjavainen PV, Täubel M, Tuoresmäki P, Casas L, Heinrich J, Herberth G, Standl M, Renz H, Piippo-Savolainen E, Hyvärinen A, Pekkanen J, Karvonen AM. Microbial diversity in homes and the risk of allergic rhinitis and inhalant atopy in two European birth cohorts. ENVIRONMENTAL RESEARCH 2021; 196:110835. [PMID: 33582132 DOI: 10.1016/j.envres.2021.110835] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/30/2020] [Revised: 01/21/2021] [Accepted: 01/29/2021] [Indexed: 06/12/2023]
Abstract
BACKGROUND Microbial exposures in early childhood direct the development of the immune system and their diversity may influence the risk of allergy development. We aimed to determine whether the indoor microbial diversity at early-life is associated with the development of allergic rhinitis and inhalant atopy. METHODS The study population included children within two birth cohorts: Finnish rural-suburban LUKAS (N = 312), and German urban LISA from Munich and Leipzig study centers (N = 248). The indoor microbiota diversity (Chao1 richness and Shannon entropy) was characterized from floor dust samples collected at the child age of 2-3 months by Illumina MiSeq sequencing of bacterial and fungal DNA amplicons. Allergic rhinitis and inhalant atopy were determined at the age of 10 years and analyzed using logistic regression models. RESULTS High bacterial richness (aOR 0.19, 95%CI 0.09-0.42 for middle and aOR 0.12, 95%CI 0.05-0.29 for highest vs. lowest tertile) and Shannon entropy were associated with lower risk of allergic rhinitis in LISA, and similar trend was seen in LUKAS. We observed some significant associations between bacterial and fungal diversity measured and the risk of inhalant atopy, but the associations were inconsistent between the two cohorts. High bacterial diversity tended to be associated with increased risk of inhalant atopy in rural areas, but lower risk in more urban areas. Fungal diversity tended to be associated with increased risk of inhalant atopy only in LISA. CONCLUSIONS Our study suggests that a higher bacterial diversity may reduce the risk of allergic rhinitis later in childhood. The environment-dependent heterogeneity in the associations with inhalant atopy - visible here as inconsistent results between two differing cohorts - suggests that specific constituents of the diversity may be relevant.
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Affiliation(s)
- Heidi Hyytiäinen
- Department of Health Security, Finnish Institute for Health and Welfare, Kuopio, Finland
| | - Pirkka V Kirjavainen
- Department of Health Security, Finnish Institute for Health and Welfare, Kuopio, Finland; Institute of Public Health and Clinical Nutrition, Department of Clinical Nutrition, University of Eastern Finland, Kuopio, Finland
| | - Martin Täubel
- Department of Health Security, Finnish Institute for Health and Welfare, Kuopio, Finland
| | - Pauli Tuoresmäki
- Department of Health Security, Finnish Institute for Health and Welfare, Kuopio, Finland
| | - Lidia Casas
- Centre for Environment and Health - Department of Public Health and Primary Care, KU Leuven, Leuven, Belgium; Social Epidemiology and Health Policy, Department of Family Medicine and Population Health, University of Antwerp, Antwerp, Belgium
| | - Joachim Heinrich
- Institute of Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, Germany; Institute and Outpatient Clinic for Occupational, Social and Environmental Medicine, University Hospital Munich, Ludwig Maximillians University Munich, Member of German Center for Lung Research (DZL), Munich, Germany
| | - Gunda Herberth
- Department of Environmental Immunology/Core Facility Studies, Helmholtz Centre for Environmental Research- UFZ, Leipzig, Germany
| | - Marie Standl
- Institute of Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, Germany
| | - Harald Renz
- Department of Clinical Chemistry and Molecular Diagnostics, Philipps University of Marburg, Marburg, Germany; Member of the German Center for Lung Research, Germany
| | - Eija Piippo-Savolainen
- Department of Pediatrics, Kuopio University Hospital, Kuopio, Finland; Department of Pediatrics, University of Eastern Finland, Kuopio; Finland
| | - Anne Hyvärinen
- Department of Health Security, Finnish Institute for Health and Welfare, Kuopio, Finland
| | - Juha Pekkanen
- Department of Health Security, Finnish Institute for Health and Welfare, Kuopio, Finland; Department of Public Health, University of Helsinki, Helsinki, Finland
| | - Anne M Karvonen
- Department of Health Security, Finnish Institute for Health and Welfare, Kuopio, Finland.
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Liebers V, Brüning T, Raulf M. Occupational endotoxin exposure and health effects. Arch Toxicol 2020; 94:3629-3644. [DOI: 10.1007/s00204-020-02905-0] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2020] [Accepted: 09/03/2020] [Indexed: 01/08/2023]
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